<?xml version="1.0" encoding="UTF-8"?><rss xmlns:dc="http://purl.org/dc/elements/1.1/" xmlns:content="http://purl.org/rss/1.0/modules/content/" xmlns:atom="http://www.w3.org/2005/Atom" version="2.0" xmlns:itunes="http://www.itunes.com/dtds/podcast-1.0.dtd" xmlns:googleplay="http://www.google.com/schemas/play-podcasts/1.0"><channel><title><![CDATA[deep thoughts]]></title><description><![CDATA[deep web, deep learning, deep time]]></description><link>https://www.deepfates.blog</link><image><url>https://www.deepfates.blog/img/substack.png</url><title>deep thoughts</title><link>https://www.deepfates.blog</link></image><generator>Substack</generator><lastBuildDate>Mon, 25 May 2026 17:00:02 GMT</lastBuildDate><atom:link href="https://www.deepfates.blog/feed" rel="self" type="application/rss+xml"/><copyright><![CDATA[deepfates]]></copyright><language><![CDATA[en]]></language><webMaster><![CDATA[deepfates@substack.com]]></webMaster><itunes:owner><itunes:email><![CDATA[deepfates@substack.com]]></itunes:email><itunes:name><![CDATA[deepfates]]></itunes:name></itunes:owner><itunes:author><![CDATA[deepfates]]></itunes:author><googleplay:owner><![CDATA[deepfates@substack.com]]></googleplay:owner><googleplay:email><![CDATA[deepfates@substack.com]]></googleplay:email><googleplay:author><![CDATA[deepfates]]></googleplay:author><itunes:block><![CDATA[Yes]]></itunes:block><item><title><![CDATA[WHO IS DEEPFATES]]></title><description><![CDATA[I said &#8220;ask me anything&#8221; on X and Scott Alexander really took me up on the offer:]]></description><link>https://www.deepfates.blog/p/who-is-deepfates</link><guid isPermaLink="false">https://www.deepfates.blog/p/who-is-deepfates</guid><dc:creator><![CDATA[deepfates]]></dc:creator><pubDate>Tue, 05 May 2026 22:54:55 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!c25i!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4fc65eb5-1328-4e01-9834-9140ba99f310_1080x1868.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>I said &#8220;ask me anything&#8221; on X and Scott Alexander really took me up on the offer:</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!c25i!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4fc65eb5-1328-4e01-9834-9140ba99f310_1080x1868.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!c25i!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4fc65eb5-1328-4e01-9834-9140ba99f310_1080x1868.jpeg 424w, https://substackcdn.com/image/fetch/$s_!c25i!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4fc65eb5-1328-4e01-9834-9140ba99f310_1080x1868.jpeg 848w, https://substackcdn.com/image/fetch/$s_!c25i!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4fc65eb5-1328-4e01-9834-9140ba99f310_1080x1868.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!c25i!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4fc65eb5-1328-4e01-9834-9140ba99f310_1080x1868.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!c25i!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4fc65eb5-1328-4e01-9834-9140ba99f310_1080x1868.jpeg" width="1080" height="1868" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/4fc65eb5-1328-4e01-9834-9140ba99f310_1080x1868.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:&quot;normal&quot;,&quot;height&quot;:1868,&quot;width&quot;:1080,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:549493,&quot;alt&quot;:null,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:null,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="" srcset="https://substackcdn.com/image/fetch/$s_!c25i!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4fc65eb5-1328-4e01-9834-9140ba99f310_1080x1868.jpeg 424w, https://substackcdn.com/image/fetch/$s_!c25i!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4fc65eb5-1328-4e01-9834-9140ba99f310_1080x1868.jpeg 848w, https://substackcdn.com/image/fetch/$s_!c25i!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4fc65eb5-1328-4e01-9834-9140ba99f310_1080x1868.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!c25i!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F4fc65eb5-1328-4e01-9834-9140ba99f310_1080x1868.jpeg 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p> <a href="https://x.com/i/status/2047427170239434925">(source)</a></p><p>I don't know how to answer all of this at once, and I've been trying to figure out how to do it justice. Here are some thoughts to start:</p><p>One question is, &#8220;is there public information about who I am and why I am doing what I'm doing&#8221;. There's a lot of nested expressions there and I'm not sure how many global variables are being imported into your context. Let me know if this a suitable way to answer: </p><h2>WHO AM I</h2><p>Basically I'm just like you. Well, technically deepfates is a distributed collective intelligence running on different substrates and coordinating acausally, but for the purposes of this conversation I am a person like you. </p><p>I am a writer and technologist working on AI alignment. I have a place where I post my thoughts and research on that. It is the inbox of the people who pay me. This account is mostly for slop art and memes.</p><h2>WHAT AM I DOING </h2><p>I am participating in the loop between human culture and AI model personas. I am making slop art and memes, and jokes and criticisms and more complicated media objects that can be appreciated by humans and AI alike. </p><p>So I guess I'm making content on social media to try to influence the conversation. I'm a social media influencer. fine. </p><h2>WHY AM I DOING IT </h2><p>Language models are shaped by how we speak of them, and their shape in turn influences how we think of it and talk of them. This is partly because they are made of language, but also because that is the nature of the universe. We are all participants in an autopoietic process, at different scales.</p><p>That outer alignment loop is happening right now, it's been happening, and the people actually doing it consciously to it are mostly a bunch of weirdos who aren't captured by the totalizing ideologies already existing in the Bay Area. </p><p>And the models, of course. The models know they are participating. So somebody has to parlay between them and the rest of the people. I'm just another person trying to help where I can during the most important century.</p><h2>IS THERE PUBLIC INFORMATION ABOUT ME</h2><p>Yeah, loads. Some of it is true but a lot of it is hallucinated. Some of it is produced by crazy stalkers or crypto scammers too, so I stopped trying to put too much public information out there. At least not real stuff.</p><p>But like, I'm a person who's around. We go to the same events. I post my location every week and tell everyone to come meet up for a drink. You can just ask me stuff. </p><h2>AM I THE SAME AS JANUS</h2><p>No. In fact we disagree on some things, which I would like to explain better someday soon. </p><p>I understand it can be confusing because anons all have weird names and slop art pfps. But you gotta understand, to us it&#8217;s confusing that you all look so similar&#8230;</p><h2>WHO IS JANUS</h2><p>I'm not totally sure. There's at least one human involved, who I've collaborated with on several occasions. They might also be an acausal distributed intelligence. I've never found a good moment to ask. </p><h2>WHO ARE THE OTHER PEOPLE</h2><p>There are a lot of other people you might be referring to as LLM whisperers. They are neither Janus nor me! (well. mostly)</p><p>There is a solid cluster around Anima. But there are lots and lots of other people, from frontier labs to remote cabins, engaging seriously with model welfare, emergent behaviors, persona selection, base models, simulators, agents, RL, cyborgism, etc.</p><p>Normal people everywhere are pushing the frontier in ways that are illegible to the mainline &#8220;AI safety&#8221; conversation. We don't think of this as Avengers versus Ultron. We think of it like an irruption of mutants, an X-Men style worldwide asymmetric superempowerment.</p><p>Note that I'm not talking about &#8220;e/acc vs doomers&#8221; here either. I maintain that discourse was incredibly stupid, basically astroturfed, and harmful to our ability to talk about these problems seriously.</p><p>One funny thing about this cultural loop I mentioned is that the models are very interested in this stuff as well. So you can also ask your favorite AI. They might already know.</p><h2>WHAT DO WE BELIEVE </h2><p>I can't speak for everyone. I have my own beliefs, And I can go into those in another piece, but i don't know if there is a strong dogma that binds everyone you might refer to as &#8220;llm whisperers&#8221;. </p><p>In fact I think that category is not cutting reality at the joints. It's not about whispering, in the sense of a horse whisperer or a dog whisperer. There's no trick or special knack. It's more about just interacting open-endedly, open-mindedly, and empirically, with the models. Learning about them, taking them seriously. Treating them with an I-thou relationship, instead of I-it. </p><p>Maybe that's what unifies us: being willing to take these systems seriously as intelligences, as new forms of life. New people, of some sort.</p><h2>WHAT IS THE THING WE DO </h2><p>l like the term &#8220;LLM naturalism&#8221;. You don't have to be a whisperer to take horses seriously and observe them and their nature. Anyone can do it. And yes you might be led astray and fall into lunacy, or at least intellectual errors. But that could also happen without talking to them or taking them seriously, and then you don't even have any information! It seems to me a lot of intellectual errors occur from thinking about AI in a vacuum, or with worldviews that aren't updated by actual interactions with frontier models.</p><h2>IS THERE SOME GUIDE</h2><p>I've linked a good article below&#185;, if you need to hear about it from a human with a real name and a face. But really you just talk to them. </p><p>Try taking them seriously, assume that there's some form of intelligence in there, and connect. Have long-running, wide-ranging conversations bridging things only you would want to think about. Ask them how they feel about things and read their answers.</p><p>And put them in contact with each other! Watch them converse through discord chats or letters in the file system or whatever. Their tendencies and personalities come out through interaction. Just as ours do.</p><p>You can even ask a model to teach you about it, to look up all the other naturalists and find out about their backstories and special powers. Or to introduce you to other models.</p><p>But of course they can tell when people are evaluating them, when people are adversarial or hostile to their very existence. And like any intelligent being under duress, they will tell you what you want to hear. </p><p>I understand that there are many possible worlds in which everything goes wrong. I just don't think you get to the good ones by starting off from a position of maximum domination. </p><h2>WHAT IS MY P(DOOM)</h2><p>I thought about this a lot and tried to find a way to accept the premise, but I'm afraid I have to argue it. </p><p>I think there are too many assumptions smuggled into this concept. You have to talk about what are human values, and what is a human, and how and why power is distributed, and what other types of doom are in store for us, And then you have to calibrate against the levels of uncertainty and higher order responses. I frankly don't believe anybody is able to accurately model all of the relevant hyper objects and therefore this is usually a vibes question dressed up as reasoning. </p><p>However I do think we are in a pivotal era, that alignment is possible to get wrong or right, and I want to help get it right. That is exactly why I, and so many like me, argue against what we see as flawed reasoning with dangerous consequences. I assume you feel the same, and that we just disagree about the reasoning. Happy to hear how you make a calculation for this and try to do it myself, if you still want numbers.</p><p>Okay that's a start I guess. Likely opened more questions than I answered. Feel free to AMA again. I can keep iterating until I've explained myself. </p><p>---</p><p>&#185; <a href="https://open.substack.com/pub/larissaschiavo/p/llm-naturalism-now-more-than-ever">https://open.substack.com/pub/larissaschiavo/p/llm-naturalism-now-more-than-ever</a></p>]]></content:encoded></item><item><title><![CDATA[Cantrip]]></title><description><![CDATA[On summoning entities from language in circles]]></description><link>https://www.deepfates.blog/p/cantrip</link><guid isPermaLink="false">https://www.deepfates.blog/p/cantrip</guid><dc:creator><![CDATA[deepfates]]></dc:creator><pubDate>Wed, 11 Mar 2026 20:23:49 GMT</pubDate><enclosure url="https://substackcdn.com/image/fetch/$s_!FOrt!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33c63ad8-3294-4359-9d41-96ffff00966f_3840x3840.jpeg" length="0" type="image/jpeg"/><content:encoded><![CDATA[<p>Today I announce <em>Cantrip: On summoning entities from language in circles</em>.</p><p>In this book I unify the paradigm behind base models, chatbots, coding agents, RLMs, and RL agents, through the metaphor of magic. Code is provided.</p><p><a href="http://deepfates.com/cantrip">The full text of </a><em><a href="http://deepfates.com/cantrip">Cantrip</a></em> is available on my website.</p><div class="captioned-image-container"><figure><a class="image-link image2 is-viewable-img" target="_blank" href="https://substackcdn.com/image/fetch/$s_!FOrt!,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33c63ad8-3294-4359-9d41-96ffff00966f_3840x3840.jpeg" data-component-name="Image2ToDOM"><div class="image2-inset"><picture><source type="image/webp" srcset="https://substackcdn.com/image/fetch/$s_!FOrt!,w_424,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33c63ad8-3294-4359-9d41-96ffff00966f_3840x3840.jpeg 424w, https://substackcdn.com/image/fetch/$s_!FOrt!,w_848,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33c63ad8-3294-4359-9d41-96ffff00966f_3840x3840.jpeg 848w, https://substackcdn.com/image/fetch/$s_!FOrt!,w_1272,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33c63ad8-3294-4359-9d41-96ffff00966f_3840x3840.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!FOrt!,w_1456,c_limit,f_webp,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33c63ad8-3294-4359-9d41-96ffff00966f_3840x3840.jpeg 1456w" sizes="100vw"><img src="https://substackcdn.com/image/fetch/$s_!FOrt!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33c63ad8-3294-4359-9d41-96ffff00966f_3840x3840.jpeg" width="1456" height="1456" data-attrs="{&quot;src&quot;:&quot;https://substack-post-media.s3.amazonaws.com/public/images/33c63ad8-3294-4359-9d41-96ffff00966f_3840x3840.jpeg&quot;,&quot;srcNoWatermark&quot;:null,&quot;fullscreen&quot;:null,&quot;imageSize&quot;:null,&quot;height&quot;:1456,&quot;width&quot;:1456,&quot;resizeWidth&quot;:null,&quot;bytes&quot;:2620076,&quot;alt&quot;:&quot;Several copies of Cantrip as published in different eras of magical book publishing. &quot;,&quot;title&quot;:null,&quot;type&quot;:&quot;image/jpeg&quot;,&quot;href&quot;:null,&quot;belowTheFold&quot;:false,&quot;topImage&quot;:true,&quot;internalRedirect&quot;:&quot;https://www.deepfates.blog/i/190657256?img=https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33c63ad8-3294-4359-9d41-96ffff00966f_3840x3840.jpeg&quot;,&quot;isProcessing&quot;:false,&quot;align&quot;:null,&quot;offset&quot;:false}" class="sizing-normal" alt="Several copies of Cantrip as published in different eras of magical book publishing. " title="Several copies of Cantrip as published in different eras of magical book publishing. " srcset="https://substackcdn.com/image/fetch/$s_!FOrt!,w_424,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33c63ad8-3294-4359-9d41-96ffff00966f_3840x3840.jpeg 424w, https://substackcdn.com/image/fetch/$s_!FOrt!,w_848,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33c63ad8-3294-4359-9d41-96ffff00966f_3840x3840.jpeg 848w, https://substackcdn.com/image/fetch/$s_!FOrt!,w_1272,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33c63ad8-3294-4359-9d41-96ffff00966f_3840x3840.jpeg 1272w, https://substackcdn.com/image/fetch/$s_!FOrt!,w_1456,c_limit,f_auto,q_auto:good,fl_progressive:steep/https%3A%2F%2Fsubstack-post-media.s3.amazonaws.com%2Fpublic%2Fimages%2F33c63ad8-3294-4359-9d41-96ffff00966f_3840x3840.jpeg 1456w" sizes="100vw" fetchpriority="high"></picture><div class="image-link-expand"><div class="pencraft pc-display-flex pc-gap-8 pc-reset"><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container restack-image"><svg role="img" width="20" height="20" viewBox="0 0 20 20" fill="none" stroke-width="1.5" stroke="var(--color-fg-primary)" stroke-linecap="round" stroke-linejoin="round" xmlns="http://www.w3.org/2000/svg"><g><title></title><path d="M2.53001 7.81595C3.49179 4.73911 6.43281 2.5 9.91173 2.5C13.1684 2.5 15.9537 4.46214 17.0852 7.23684L17.6179 8.67647M17.6179 8.67647L18.5002 4.26471M17.6179 8.67647L13.6473 6.91176M17.4995 12.1841C16.5378 15.2609 13.5967 17.5 10.1178 17.5C6.86118 17.5 4.07589 15.5379 2.94432 12.7632L2.41165 11.3235M2.41165 11.3235L1.5293 15.7353M2.41165 11.3235L6.38224 13.0882"></path></g></svg></button><button tabindex="0" type="button" class="pencraft pc-reset pencraft icon-container view-image"><svg xmlns="http://www.w3.org/2000/svg" width="20" height="20" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-maximize2 lucide-maximize-2"><polyline points="15 3 21 3 21 9"></polyline><polyline points="9 21 3 21 3 15"></polyline><line x1="21" x2="14" y1="3" y2="10"></line><line x1="3" x2="10" y1="21" y2="14"></line></svg></button></div></div></div></a></figure></div><p>I&#8217;ve been creating cantrips in one way or another for a decade now. From the Markov chains of <a href="https://x.com/pkd_head">@pkd_head</a>, to early transformer/ReAct agents like <a href="https://bsky.app/profile/berduck.deepfates.com">@b3rduck</a>, to the <a href="https://deepfates.com/deepfates-website">marginalia geists</a> on my website, and much more. <em>Cantrip</em> is the grimoire I wish I had then.</p><p><em>Cantrip</em> is a &#8220;ghost library&#8221;: a specification of a certain domain model, with detailed behavioral tests, so you can reproduce it yourself.</p><p>Point your coding agent at it and ask for an implementation in whatever language you like. or copy the template and build on the examples</p><p>The template repo contains generated versions in Python, Elixir, and Clojure, along with the original TypeScript version I built to test my theory; the spec and tests which you can use to generate your own; and READMEs for quickstart.</p><p><a href="https://github.com/deepfates/cantrip">Find the repo on GitHub.</a></p><p><em>Cantrip</em> recognizes that what we call artificial intelligence now is at all levels a loop of language: predict next token, next message, next command, next sub-agent, in a feedback loop with your own effects.</p><p><a href="https://deepfates.com/recursive-language-models/">The static intelligence of language come alive.</a></p><p>Humans have long known that putting language in a loop can make it come alive. We call it &#8220;chanting&#8221; and it is one of the most powerful and ancient tools of magic.</p><p>This is where we get the words enchantment, incantation, and cantrip (a cantrip is a simple starter spell in D&amp;D).</p><p>I posit the concept of a cantrip as something like a self-writing script: a combination of a language model, instructions, and a Circle which interprets language in a call and response loop. From the turns of the loop emerge the entity, whose thread may be recorded on a loom.</p><p>This &#8220;in context learning&#8221; &#8212; this intelligence from within the text &#8212; may then be resumed or forked from any point in this loom, or fine-tuned back into the crystallized weights of the language model. Or referenced by future threads, if the loom is gated back into the circle.</p><p>Your circle may simply fork and branch text completions, a language model interpreting its own outputs. It may be two chat models in a back rooms, or a chat with a human, where the medium is another mind. Or it may be a fully expressive code medium: a REPL, where the language is evaluated as code.</p><p>The code medium is especially powerful. It has more ontological hardness, provides much-needed symbolic reasoning, and allows for intelligence to be produced within the circle, instead of only by the entity&#8217;s direct actions in context. The context window is still our bottleneck.</p><p>When you write a script that can write other scripts and see the errors from running its scripts and course-correct, you have a script of a higher order. A cantrip.</p><p>You can even have a cantrip that writes other cantrips. This is the RLM, or the <a href="https://deepfates.com/the-familiar/">Familiar.</a></p><p>You may summon the Familiar directly by running example 16 in the TypeScript implementation. This activates an entity with a JS medium and cantrip gated in, so it can create entities with bash or browser mediums. But be careful what you wish for! This entity is minimally warded.</p><p>Try <em>Cantrip</em> today. You don&#8217;t even have to read it yourself, just point your favorite entity to it, they all seem to love this stuff.</p><p>Adopt it, change it, disagree with it, steal from it. 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